Pith Number

pith:GHO5UWCS

pith:2026:GHO5UWCSVLPC556ND3UJOFEBOE

not attested not anchored not stored refs pending

Hybrid LLM-Augmented Reinforcement Learning Agents for Complex Sequential Decision Tasks

Christophe D. Hounwanou, John Emeka Eze, Ya\'e Ulrich Gaba

arxiv:2608.03502 v1 · 2026-08-04 · cs.AI · cs.LG · cs.MA

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GHO5UWCSVLPC556ND3UJOFEBOE}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Receipt and verification

First computed	2026-08-05T01:35:58.573593Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

31ddda5852aade2ef7cd1ee897148171176d8f1cee9cb23571a2420886787ab2

Aliases

arxiv: 2608.03502 · arxiv_version: 2608.03502v1 · doi: 10.48550/arxiv.2608.03502 · pith_short_12: GHO5UWCSVLPC · pith_short_16: GHO5UWCSVLPC556N · pith_short_8: GHO5UWCS

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/GHO5UWCSVLPC556ND3UJOFEBOE \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 31ddda5852aade2ef7cd1ee897148171176d8f1cee9cb23571a2420886787ab2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "13750035f4dcfe187fa860ec88882c8aff76f7f0e302a322d6a4c60e8f3de1c0",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-08-04T11:44:07Z",
    "title_canon_sha256": "98262045dab1d8241f564e2c3f326c06b392528627bd02c293ae96a92900fd7a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.03502",
    "kind": "arxiv",
    "version": 1
  }
}